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Institute of Automation, Chinese Academy of Sciences, School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences
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MemChain redefines memory management in LLMs, achieving state-of-the-art performance while slashing context overhead by transforming retrieved memories into a structured evidence context.
UCOB achieves unprecedented performance in agentic reinforcement learning by dynamically refining skill usage through credit-aware self-distillation.
Agentic RL agents can learn faster and perform better by dynamically maintaining a skill bank that combines high-level task guidance with low-level step-by-step decision support.
